Entry 138: Smoke Without Fire: What We’re Missing in Outdoor Recreation

 

There is something quietly unsettling about wildfire smoke. It does not arrive with the urgency of flames or the visibility of a burned landscape. It drifts in, settles across places that are otherwise untouched, and lingers just long enough to change how people experience the outdoors. You can still go. Trails are still open. Campgrounds are still there. But something is off. The air feels heavier, the views are muted, and the experience is not quite what it was supposed to be.

 

That subtle disruption is what makes the article by Gellman, Walls, and Wibbenmeyer (2025), Welfare Losses from Wildfire Smoke: Evidence from Daily Outdoor Recreation Data, so compelling (full citation available . It takes something that is often treated as secondary to wildfire itself and brings it into focus. The question they ask is simple on the surface but carries a lot of weight underneath it. What is the cost of wildfire smoke to people who are trying to spend time outdoors?

 

Looking at What People Actually Do

What makes their approach stand out is that they do not rely on what people say they would do. They look at what people actually do. The study draws on millions of campground reservations across nearly one thousand federally managed sites in the western United States, then links those reservations to daily data on smoke, air quality, weather, and fire activity. It is a large, detailed dataset, but more importantly, it captures behavior as it unfolds. The authors treat recreation as a process that happens in stages. A person makes a reservation, often weeks or months in advance, based on what they expect conditions to be. Then, as the trip approaches and those conditions become clearer, they make a second decision about whether to follow through or cancel. That framing feels right. Anyone who has planned a trip knows that moment when you start checking conditions and begin to reconsider.

 

Methodologically, that is one of the strongest parts of the paper. The two-stage model reflects how people actually behave, rather than forcing decisions into a single point in time. It also allows the authors to use cancellations as a way to observe how people respond once smoke becomes real. On top of that, they introduce a control function to deal with a difficult issue. The people who book trips are not the same as those who do not, and ignoring that difference would skew the results. The authors show that failing to correct for this would overstate the impact of smoke by a wide margin.

 

A Strong Approach, With Real-World Limits

There is a lot to respect in this design. The use of administrative data gives the study a level of realism that survey-based work often cannot reach. The daily resolution matters because smoke is not constant. It appears, disappears, and shifts, and people adjust in response. The model captures uncertainty and adaptation in a way that feels grounded in how recreation decisions actually happen. At the same time, the study has boundaries. The focus on campground reservations means it captures a specific type of recreation user. Camping is important, but it does not fully represent the broader recreation landscape. Day users, hikers, paddlers, and others who make more spontaneous decisions may respond differently to smoke, and those responses are harder to observe here. There is also the question of what happens after a cancellation. When someone cancels a trip, we do not always know whether they stay home or go somewhere else. Substitution is difficult to measure, and while the study suggests rebooking is limited within the dataset, that does not mean it is absent. It may just be happening in ways that are less visible. Even so, these limitations do not weaken the contribution. They simply remind us that this is one window into a much larger issue.

 

What the Study Actually Finds

The findings are straightforward, but they carry weight. The study estimates that wildfire smoke reduces welfare by about $107 per person per trip. That figure reflects the value people place on avoiding smoke, based on their decision to cancel or not. What stands out is how quickly that value increases when smoke persists. A single day of smoke has a relatively small effect, but several consecutive days begin to change how people think about the entire trip. When smoke lasts for a full week, the estimated loss becomes much larger, suggesting that duration matters as much as presence.

 

When those individual decisions are scaled up, the impact grows. The authors estimate that more than 21 million recreation visits each year are affected by smoke in the western United States, resulting in roughly $2.3 billion in annual welfare losses. That is not a marginal issue. It is a meaningful shift in how people experience public lands.

 

Why This Matters for Those Who Manage Recreation

For recreation professionals, this changes the conversation. Smoke is not just an environmental or health issue. It is a user experience issue. It affects whether people show up, whether they stay, and how they feel about the places they visit. At the scale of national forests, state parks, and federal lands, this introduces a level of uncertainty that is difficult to plan around. Reservation systems, staffing decisions, and programming schedules are built on expectations of use. Smoke disrupts those expectations in ways that are not always predictable.

 

It also raises the importance of communication. Visitors are making decisions based on rapidly changing information, often just days before a trip. Agencies that can provide clear, timely information about air quality and conditions are better positioned to support those decisions. At the local level, the effects are just as real, even if they show up differently. Municipal parks and recreation departments may not immediately connect wildfire smoke to their work, but it increasingly affects outdoor programming, youth sports, and community events. Poor air quality changes participation patterns and forces adjustments that are not always easy to make, especially with limited resources.

 

Why This Matters in Arkansas and Beyond

Arkansas is not typically thought of as a wildfire state, at least not in the same way as those in the western United States. But smoke does not stay where it starts. It moves across regions, carried by weather patterns that ignore state lines. Smoke from fires hundreds of miles away can settle into the Ozarks or drift across the Delta, shaping conditions in ways that feel disconnected from anything happening locally. At the same time, Arkansas is part of a broader regional system. Fires in neighboring states, and even within Arkansas during dry periods, contribute to shared smoke patterns. What happens in Oklahoma, Missouri, Texas, or farther west can influence recreation conditions here, just as conditions here can ripple outward.

 

For Arkansas State Parks, the National Forests, wildlife management areas, and local park systems, this raises a set of practical questions. How do we plan for a recreation season that overlaps with increasing smoke exposure? What kind of information do visitors need, and how do we provide it? Are staff prepared to respond to smoke events in the same way they respond to heat or severe weather?

 

There is also a deeper concern about the visitor experience. Places like Petit Jean, Mount Magazine, Devil’s Den, and the Buffalo National River are known for their clarity. The views, the air, the sense of escape. Smoke does not close those places, but it changes them. It softens the landscape, alters the atmosphere, and shifts the experience in ways that are hard to measure but easy to notice. If those conditions become more frequent, they may begin to shape how people think about these places.

 

A Quiet but Growing Challenge

What this study ultimately shows is that smoke is not just a byproduct of wildfire. It is its own form of impact, one that spreads farther and lasts longer than the fire itself. By focusing on recreation, the authors make that impact visible in a way that feels grounded and immediate. And maybe that is what stays with you. When someone cancels a trip, it is not just an economic signal. It is a weekend that does not happen, a plan that falls apart, a moment that never quite materializes.

Those things do not always show up in reports or budgets, but they matter. And if smoke becomes a more regular part of the landscape, they may start to matter even more than we realize.

 

Keep exploring. Be an outsider,

Mike

 

Source Citation: Gellman, J., Walls, M., & Wibbenmeyer, M. (2025). Welfare losses from wildfire smoke: Evidence from daily outdoor recreation data. Journal of Environmental Economics and Management, 132, 103166. https://doi.org/10.1016/j.jeem.2025.103166

 

Check Out the Video Review of the Source Material: https://youtu.be/wYATAfD0w8s